{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Image Processing - Filtering <img src='data/images/logo.png' width=50 align='left'> \n",
    "\n",
    "author: Thomas Haslwanter\\\n",
    "date: June-2020"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Getting Ready"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Data Filtering"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "For working with images, a number of different resources exist:\n",
    "\n",
    "- [ndimage](http://docs.scipy.org/doc/scipy/reference/ndimage.html): SciPy functions for n-dimensional image processing\n",
    "- [PIL](http://pillow.readthedocs.org/en/latest/index.html): the Python Image Library (now developed under the name \"Pillow\"). simple routines to manipulate images: resize, color conversions, simple filtering. Object oriented.\n",
    "- [scikit-image](http://scikit-image.org/): a very \"pythonic\" collection of algorithms for image processing\n",
    "- [opencv](http://opencv.org/): an open source image processing library written in C/C++, and designed for computational efficiency and with a strong focus on real-time applications."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "inFile = r'data\\images\\lena.jpg'\n",
    "img = plt.imread(inFile)\n",
    "\n",
    "# If you want the politically correct image,use\n",
    "#from skimage.data import astronaut\n",
    "#img = astronaut()\n",
    "plt.imshow(img)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Conversiont to Grayscale"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "When we apply a linear filter to a 2D image, we have to specify on which colorplane it is supposed to act. So the first step is often to convert an image to grayscale."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### By Hand ..."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "One way to do this is by hand, using values that correspond to natural human vision. (Remember, we have more green than red receptors in the retina, and more red receptors than blue ones.)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "img_g = img.dot([0.2125, 0.7154, 0.0721]).astype(np.uint8)\n",
    "plt.imshow(img_g)\n",
    "plt.gray()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### ..., or by using scikit-image (skimage) ...\n",
    "The same conversion can be performed with the *scikit-image(skimage)*:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x1497b407088>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from skimage.color import rgb2gray\n",
    "img_g_float = rgb2gray(img)\n",
    "plt.imshow(img_g_float)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### ..., by using the Python Image Library (PIL)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'numpy.ndarray'>\n",
      "<PIL.Image.Image image mode=L size=512x512 at 0x1497B4191C8>\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import PIL\n",
    "pil_img = PIL.Image.fromarray(img)\n",
    "pil_g = pil_img.convert('L')\n",
    "plt.imshow(pil_g)\n",
    "\n",
    "# Note the data-types: PIL provides a PIL-image!\n",
    "print(type(img))\n",
    "print(pil_g)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Linear Filters - I: blurring\n",
    "\n",
    "An [introduction to image filtereing is given in the wikibook on Sensory Systems](https://en.wikibooks.org/wiki/Sensory_Systems/Computer_Models/Descriptive_Simulations_of_Visual_Information_Processing#2D_Filter).\n",
    "\n",
    "For the manual application of linear filters, one can use *convolutions*:\n",
    "http://stackoverflow.com/questions/16121269/2d-convolution-in-python-similar-to-matlabs-conv2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "dtype('uint8')"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "img.dtype"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x1497b9d3fc8>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from scipy import ndimage\n",
    "filter_matrix = np.ones((10,10))/100\n",
    "img_filtered = ndimage.convolve(img_g_float, filter_matrix, mode='constant', cval=0.0) # in Matlab: imfilter\n",
    "plt.imshow(img_filtered)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Linear Filters - II: Edge Detection"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### By Hand, ..."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "239"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.max(img_g)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "dtype('float64')"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "img_g_float.dtype"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[462 616 615 612 609]\n",
      " [  2   0  -3  -4  -3]\n",
      " [  3   3   1   0   0]\n",
      " [  5   3  -2  -3   0]\n",
      " [  0  -2  -4  -2   2]\n",
      " [ -9 -11  -9  -7  -6]]\n",
      "[[206 104 103 100  97]\n",
      " [  2   0 253 252 253]\n",
      " [  3   3   1   0   0]\n",
      " [  5   3 254 253   0]\n",
      " [  0 254 252 254   2]\n",
      " [247 245 247 249 250]]\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x1497ba79408>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# since the last gray-image was in PIL-format, we first bring it back into\n",
    "# array form\n",
    "pil_g = np.array(pil_g)\n",
    "\n",
    "Filter = np.array([[1, 0, -1],\n",
    "                [2, 0, -2],\n",
    "                [1, 0, -1]])\n",
    "\n",
    "from scipy import ndimage\n",
    "\n",
    "# WATCH OUT! The image type is important for the result!\n",
    "\n",
    "img_filtered_int = ndimage.convolve(np.int16(img_g), Filter.T, mode='constant', cval=0.0)\n",
    "img_filtered_uint8 = ndimage.convolve(img_g, Filter.T, mode='constant', cval=0.0)\n",
    "#print(np.uint8(img_g)[:5, :5])\n",
    "print(img_filtered_int[:6, :5])\n",
    "print(img_filtered_uint8[:6, :5])\n",
    "\n",
    "'''\n",
    "# If you want to handle negative numbers and overflows here, you have to do it by hand:\n",
    "img_filtered_int[img_filtered_int<0] = 0\n",
    "img_filtered_int[img_filtered_int>255] = 255\n",
    "img_filtered_uint8 = np.uint8(img_filtered_int)\n",
    "'''\n",
    "\n",
    "fig, axs = plt.subplots(1,2)\n",
    "axs[0].imshow(img_filtered_int)\n",
    "axs[1].imshow(img_filtered_uint8)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In the example above you see that you have to **really** watch out when working with *unsigned integers*, since filtered uint8-images tend to include values *>255* and *<0*.\n",
    "\n",
    "Note that different functions handle the edge-areas different, but deliver the same results for the rest of the image, for example:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[153 460 616 618 616]\n",
      " [154 462 616 615 612]\n",
      " [  1   2   0  -3  -4]\n",
      " [  1   3   3   1   0]\n",
      " [  2   5   3  -2  -3]\n",
      " [  0   0  -2  -4  -2]]\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x1497c68ee08>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from scipy.signal import convolve2d\n",
    "from scipy.ndimage import convolve\n",
    "\n",
    "filtered = convolve2d(img_g, Filter.T)\n",
    "filtered_b = convolve(img_g, Filter.T)\n",
    "print(filtered[:6, :5])\n",
    "plt.imshow(filtered)\n",
    "#plt.imshow(filtered_b)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### ... or with scikit-image ..."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This is a Python package dedicated to image processing.\n",
    "\n",
    "http://scikit-image.org/\n",
    "\n",
    "Note that scikit-image does not have an own 2d linear filter, since this already exists in scipy (see also http://stackoverflow.com/questions/23208232/image-filtering-with-scikit-image)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x1497c7cff88>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from skimage import filters\n",
    "filtered = filters.sobel(img_g)\n",
    "plt.imshow(filtered)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### ... or with openCV"
   ]
  },
  {
   "cell_type": "raw",
   "metadata": {},
   "source": [
    "By far the fastest version of filtering images is the use of openCV. On the downside, its syntax really takes a bit to get used to. But speedwise, it is hard to beat.\n",
    "\n",
    "**Note:** I have to multiply with -1, in order to get the same sign as for the convolutions above."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[ -0.  -0.  -0.  -0.  -0.]\n",
      " [  2.  -0.  -3.  -4.  -3.]\n",
      " [  4.   3.   1.  -0.  -0.]\n",
      " [  6.   3.  -2.  -3.  -0.]\n",
      " [ -0.  -2.  -4.  -2.   2.]\n",
      " [-12. -11.  -9.  -7.  -6.]]\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import cv2\n",
    "filtered = -cv2.filter2D((img_g), cv2.CV_32F, Filter.T)            \n",
    "plt.imshow(filtered)\n",
    "print(filtered[:6, :5])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Nonlinear Filters & Speed Comparison"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In the following, I compare \"closing\" functions from three different packages. \"Closing\" is a morphological operation, where you first \"dilate\" and then \"erode\" and image with a \"structuring element\". It can be used e.g. to eliminate the eyelids in the image. For more information on morphological operations, see e.g. https://en.wikipedia.org/wiki/Mathematical_morphology."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from scipy.ndimage.morphology import binary_closing\n",
    "from skimage.morphology import closing, square\n",
    "\n",
    "# From \"5_ImgProc_Intro.ipynb\"\n",
    "outFile = 'test.png'\n",
    "\n",
    "# To keep things simple, let us first generate a binary image\n",
    "data = plt.imread(outFile)\n",
    "bw = data[:,:,0]>0.5\n",
    "bw_uint8 = np.uint8(bw*255)\n",
    "plt.imshow(bw_uint8)\n",
    "\n",
    "# Use a square with side-length 20 as \"sturctural element\"\n",
    "strel = square(20)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Scikit Image:\n",
      "498 ms ± 2.62 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n",
      "Scipy:\n",
      "90.1 ms ± 694 µs per loop (mean ± std. dev. of 7 runs, 10 loops each)\n",
      "OpenCV:\n",
      "448 µs ± 2.55 µs per loop (mean ± std. dev. of 7 runs, 1000 loops each)\n"
     ]
    }
   ],
   "source": [
    "print('Scikit Image:')\n",
    "%timeit out = closing(bw, strel)\n",
    "\n",
    "print('Scipy:')\n",
    "%timeit out = binary_closing(bw, strel)\n",
    "\n",
    "try:\n",
    "    import cv2\n",
    "    print('OpenCV:')\n",
    "    %timeit out = cv2.morphologyEx(bw_uint8, cv2.MORPH_CLOSE, strel)\n",
    "except ImportError:\n",
    "    print('Sorry, could not run OpenCV!')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x1497eadf7c8>"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Just to show you what it looks like:\n",
    "out = closing(bw_uint8, strel)\n",
    "plt.imshow(out)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "[5_ImgProc_Intro](5_ImgProc_Intro.ipynb)<img src=\"data\\images\\Forward_Backward.png\" align='middle'>[5_ImgProc_Example_skimage](5_ImgProc_Example_skimage.ipynb)"
   ]
  }
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